TRAINING METHOD OF IMAGE-TEXT MATCHING MODEL, BI-DIRECTIONAL SEARCH METHOD, AND RELEVANT APPARATUS

Patent №

US 11,699,298

Granted

2023-07-11

Filed 2021

Owner

TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED

Lab

AI components

5

ml · nlp · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17349904

This application relates to the field of artificial intelligence technologies, and in particular, to a training method of an image-text matching model, a bi-directional search method, and a relevant apparatus. The training method includes extracting a global feature and a local feature of an image sample; extracting a global feature and a local feature of a text sample; training a matching model according to the extracted global feature and local feature of the image sample and the extracted global feature and local feature of the text sample, to determine model parameters of the matching model; and determining, by the matching model, according to a global feature and a local feature of an inputted image and a global feature and a local feature of an inputted text, a matching degree between the image and the text.

Machine learningNatural languageVisionKnowledge representationAI hardwareG06V 30/413G06F 18/214G06F 18/22G06N 3/045G06N 3/0464G06N 3/09G06V 10/454G06V 10/76+2 more

AI classification

Vision1.00
Natural language1.00
Machine learning1.00
AI hardware1.00
Knowledge representation0.99
Planning0.43
Evolutionary computation0.00
Speech0.00

Ownership

TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED

assignment · 638050957

Assignors

MA, LIN, JIANG, WENHAO, LIU, WEI

On an employer assignment, the assignors are typically the inventors.

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